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Continual Vision-Language-Action Learning on LIBERO single-task learning scenario

0.98FARCRL-VLA (Q)
-0.03920.22540.490.7546Feb 3, 2026

Evaluation results

MethodLinks
CRL-VLA (Q)Value Formulation=Q-based goal-conditioned value2026.020.98-0.02-0.063
MTL2026.020.960.11-0.066
LWF2026.020.67-0.5-0.0650
CRL-VLA (V)Value Formulation=V-based goal-conditioned value2026.020.67-0.49-0.0650
ER2026.020.6-0.51-0.0653
SL2026.020-0.62-0.562